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A Tobit Ridge Regression Estimator
King Khalid University, Saudi Arabia.
Jönköping University, Sweden.
Jönköping University, Sweden.
Linnaeus University, School of Business and Economics, Department of Economics and Statistics. Jönköping University, Sweden. (Statistik)ORCID iD: 0000-0002-3416-5896
2014 (English)In: Communications in Statistics - Theory and Methods, ISSN 0361-0926, E-ISSN 1532-415X, Vol. 43, no 1, p. 131-140Article in journal (Refereed) Published
Abstract [en]

This article analyzes the effects of multicollienarity on the maximum likelihood (ML) estimator for the Tobit regression model. Furthermore, a ridge regression (RR) estimator is proposed since the mean squared error (MSE) of ML becomes inflated when the regressors are collinear. To investigate the performance of the traditional ML and the RR approaches we use Monte Carlo simulations where the MSE is used as performance criteria. The simulated results indicate that the RR approach should always be preferred to the ML estimation method.

Place, publisher, year, edition, pages
2014. Vol. 43, no 1, p. 131-140
National Category
Probability Theory and Statistics
Research subject
Statistics/Econometrics
Identifiers
URN: urn:nbn:se:lnu:diva-17267DOI: 10.1080/03610926.2012.655881ISI: 000327587100009Scopus ID: 2-s2.0-84889638880OAI: oai:DiVA.org:lnu-17267DiVA, id: diva2:490151
Available from: 2012-02-03 Created: 2012-02-03 Last updated: 2021-01-22Bibliographically approved

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Shukur, Ghazi

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